Computer Use
300–500 tasks availableLinux + Windows · 40+ fields
Verifiable coding and GUI tasks delivered with environments, instructions, inputs, hidden reference outputs, and evaluators.
View 60 public samplesTraining data for production AI agents
Agents are capable.
Make them reliable in production.
RAIL turns authentic software and engineering workflows into verifiable task environments, reference outputs, and evaluators for reinforcement learning and production readiness.
- 01Real workflowsauthentic professional work
- 02Task environmentsreproducible Linux and Windows
- 03Reference outputshidden expert-grade artifacts
- 04Evaluatorsobjective scores and rubrics
- 05Reliable agentsproduction work delivered
Data products
Verifiable work, ready for training.
Engineering &
Manufacturing
100–250 tasks availableMultimodal · Expert-scored
Real manufacturing workflows, including engineering-drawing-to-CAD, with source artifacts, hidden references, and evaluators or expert rubrics.
View sample packageBuild agents for real work.
Tell us which production workflows your agents need to master.